Industries › Global Insurance & Reinsurance › Claims, assistance, fraud & dispute resolution › INS21

Fraud investigation and coordinated agent abuse

DirectDocumented risk and vendor capabilityCROClaimsCOO

Fraudsters can use automated systems to generate claims and evidence; insurer-side systems use agentic investigations to prioritize suspicious cases.

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Executive question

Can we reduce false positives and catch fabricated evidence fairly?

What to measure

  • Fraud flags validated by investigators
  • False-positive impacts on genuine claimants
  • Investigation time
  • Synthetic document detection coverage

Relevant products and standards

Allianz Project Nemo Limited rolloutRelevant example

Seven task-specific AI agents help process high-volume food-spoilage claims after catastrophe events in Australia. Payout decisions are never automated: a human approves every payout.

Shift Technology In useRelevant example

AI agents for insurers that detect fraud in claims and policies, help plan investigations and automate routine case tasks, working alongside human investigators.

Allianz Project NemoShift Technology

Relevant examples, not documented integrations, completeness, certification or endorsement. Listed alphabetically.

Evidence and current limits

Strategic pathway; not an observed market-wide adoption rate.

Draft analysis, under editorial review.

Other pathways

INS01 · Personal agents compare insurer offeringsINS02 · Agent-led renewal shopping and switchingINS03 · Broker / aggregator displacement and augmentationINS04 · Agent-mediated coverage selection and demand-and-needsINS05 · Insurance bundled into agentic purchase journeysINS06 · Automated small-business insurance procurementINS07 · Machine-readable insurance product and coverage evidenceINS08 · Authorized policyholder agent servicingINS09 · Insurance first contact without website visitsINS10 · Life and health: eligibility, disclosures and protected dataINS11 · Agent-mediated cancellations, complaints and redressINS12 · Commercial broker submission and market placement agentsINS13 · Agentic underwriting intake and triageINS14 · Agent-orchestrated pricing and risk appetiteINS15 · MGA delegated underwriting and limitsINS16 · Underwriter knowledge and human judgment preservationINS17 · Insurance suitability in a multi-carrier agent-to-agent marketINS18 · Agentic first notice of loss (FNOL)INS19 · Multi-agent low-complexity claims processingINS20 · Customer-agent-initiated claims and status checksINS22 · Agentic repair, assistance and supplier coordinationINS23 · Agent-led claims disputes, redress and auditabilityINS24 · Insuring autonomous-agent errors, omissions and liabilityINS25 · Agentic cyber threats and cyber-risk mitigationINS26 · Autonomous mobility, robotics and product liabilityINS27 · Proactive risk prevention and parametric response agentsINS28 · AI concentration and data-center insured accumulationINS29 · Agent-assisted treaty and facultative submission flowsINS30 · Contract wording intelligence and agent interpretationINS31 · AI-agent correlated risk and systemic accumulationINS32 · Agentic capacity access for specialty and MGAsINS33 · Authorization of external customer and broker agentsINS34 · Explainable underwriting, fairness and conductINS35 · Insurance agent orchestration audit trails and human controlINS36 · Insurance regulators diverge by jurisdictionINS37 · Third-party and model concentration resilienceINS38 · Insurance-specific consent/quote/bind protocol convergenceINS39 · Agent access to existing insurance data exchange infrastructureINS40 · European insurance data model to MCP work itemINS41 · London market Core Data Record and digital transactionsINS42 · Vendor-specific insurance agent mesh across legacy coresINS43 · Insurance product-directory and agent-execution observability